Databricks Runtime 10.0 for Machine Learning (Unsupported)

Databricks Runtime 10.0 for Machine Learning provides a ready-to-go environment for machine learning and data science based on Databricks Runtime 10.0 (Unsupported). Databricks Runtime ML contains many popular machine learning libraries, including TensorFlow, PyTorch, and XGBoost. It also supports distributed deep learning training using Horovod.

For more information, including instructions for creating a Databricks Runtime ML cluster, see Databricks Runtime for Machine Learning.

New features and improvements

Databricks Runtime 10.0 ML is built on top of Databricks Runtime 10.0. For information on what’s new in Databricks Runtime 10.0, including Apache Spark MLlib and SparkR, see the Databricks Runtime 10.0 (Unsupported) release notes.

Time series forecasting with AutoML

AutoML now supports time series forecasting. For more information, see AutoML Documentation.

Major changes to Databricks Runtime ML Python environment

Python packages added

  • databricks-automl-runtime 0.1.0

  • imbalanced-learn 0.8.0

  • transformers 4.9.2

System environment

We have updated the included version of RStudio Server Open Source to v1.4.

The system environment in Databricks Runtime 10.0 ML differs from Databricks Runtime 10.0 as follows:

Libraries

The following sections list the libraries included in Databricks Runtime 10.0 ML that differ from those included in Databricks Runtime 10.0.

Python libraries

Databricks Runtime 10.0 ML uses Virtualenv for Python package management and includes many popular ML packages.

In addition to the packages specified in the in the following sections, Databricks Runtime 10.0 ML also includes the following packages:

  • hyperopt 0.2.5.db2

  • sparkdl 2.2.0_db3

  • feature_store 0.3.4

  • automl 1.3.1

Python libraries on CPU clusters

Library

Version

Library

Version

Library

Version

absl-py

0.11.0

Antergos Linux

2015.10 (ISO-Rolling)

appdirs

1.4.4

argon2-cffi

20.1.0

astor

0.8.1

astunparse

1.6.3

async-generator

1.10

attrs

20.3.0

backcall

0.2.0

bcrypt

3.2.0

bleach

3.3.0

blis

0.7.4

boto3

1.16.7

botocore

1.19.7

Bottleneck

1.3.2

cachetools

4.2.2

catalogue

2.0.6

certifi

2020.12.5

cffi

1.14.5

chardet

4.0.0

clang

5.0

click

7.1.2

cloudpickle

1.6.0

cmdstanpy

0.9.68

configparser

5.0.1

convertdate

2.3.2

cryptography

3.4.7

cycler

0.10.0

cymem

2.0.5

Cython

0.29.23

databricks-automl-runtime

0.1.0

databricks-cli

0.14.3

dbus-python

1.2.16

decorator

5.0.6

defusedxml

0.7.1

dill

0.3.2

diskcache

5.2.1

distlib

0.3.2

distro-info

0.23ubuntu1

entrypoints

0.3

ephem

4.0.0.2

facets-overview

1.0.0

filelock

3.0.12

Flask

1.1.2

flatbuffers

1.12

fsspec

0.9.0

future

0.18.2

gast

0.4.0

gitdb

4.0.7

GitPython

3.1.12

google-auth

1.22.1

google-auth-oauthlib

0.4.2

google-pasta

0.2.0

grpcio

1.39.0

gunicorn

20.0.4

h5py

3.1.0

hijri-converter

2.2.1

holidays

0.11.2

horovod

0.22.1

htmlmin

0.1.12

huggingface-hub

0.0.12

idna

2.10

ImageHash

4.2.1

imbalanced-learn

0.8.0

importlib-metadata

3.10.0

ipykernel

5.3.4

ipython

7.22.0

ipython-genutils

0.2.0

ipywidgets

7.6.3

isodate

0.6.0

itsdangerous

1.1.0

jedi

0.17.2

Jinja2

2.11.3

jmespath

0.10.0

joblib

1.0.1

joblibspark

0.3.0

jsonschema

3.2.0

jupyter-client

6.1.12

jupyter-core

4.7.1

jupyterlab-pygments

0.1.2

jupyterlab-widgets

1.0.0

keras

2.6.0

Keras-Preprocessing

1.1.2

kiwisolver

1.3.1

koalas

1.8.1

korean-lunar-calendar

0.2.1

lightgbm

3.1.1

llvmlite

0.37.0

LunarCalendar

0.0.9

Mako

1.1.3

Markdown

3.3.3

MarkupSafe

1.1.1

matplotlib

3.4.2

missingno

0.5.0

mistune

0.8.4

mleap

0.17.0

mlflow-skinny

1.20.2

multimethod

1.4

murmurhash

1.0.5

nbclient

0.5.3

nbconvert

6.0.7

nbformat

5.1.3

nest-asyncio

1.5.1

networkx

2.5

nltk

3.6.1

notebook

6.3.0

numba

0.54.0

numpy

1.19.2

oauthlib

3.1.0

opt-einsum

3.3.0

packaging

20.9

pandas

1.2.4

pandas-profiling

3.0.0

pandocfilters

1.4.3

paramiko

2.7.2

parso

0.7.0

pathy

0.6.0

patsy

0.5.1

petastorm

0.11.2

pexpect

4.8.0

phik

0.12.0

pickleshare

0.7.5

Pillow

8.2.0

pip

21.0.1

plotly

5.1.0

preshed

3.0.5

prometheus-client

0.10.1

prompt-toolkit

3.0.17

prophet

1.0.1

protobuf

3.17.2

psutil

5.8.0

psycopg2

2.8.5

ptyprocess

0.7.0

pyarrow

4.0.0

pyasn1

0.4.8

pyasn1-modules

0.2.8

pycparser

2.20

pydantic

1.8.2

Pygments

2.8.1

PyGObject

3.36.0

PyMeeus

0.5.11

PyNaCl

1.3.0

pyodbc

4.0.30

pyparsing

2.4.7

pyrsistent

0.17.3

pystan

2.19.1.1

python-apt

2.0.0+ubuntu0.20.4.6

python-dateutil

2.8.1

python-editor

1.0.4

pytz

2020.5

PyWavelets

1.1.1

PyYAML

5.4.1

pyzmq

20.0.0

regex

2021.4.4

requests

2.25.1

requests-oauthlib

1.3.0

requests-unixsocket

0.2.0

rsa

4.7.2

s3transfer

0.3.7

sacremoses

0.0.45

scikit-learn

0.24.1

scipy

1.6.2

seaborn

0.11.1

Send2Trash

1.5.0

setuptools

52.0.0

setuptools-git

1.2

shap

0.39.0

simplejson

3.17.2

six

1.15.0

slicer

0.0.7

smart-open

5.2.0

smmap

3.0.5

spacy

3.1.2

spacy-legacy

3.0.8

spark-tensorflow-distributor

1.0.0

sqlparse

0.4.1

srsly

2.4.1

ssh-import-id

5.10

statsmodels

0.12.2

tabulate

0.8.7

tangled-up-in-unicode

0.1.0

tenacity

6.2.0

tensorboard

2.6.0

tensorboard-data-server

0.6.1

tensorboard-plugin-wit

1.8.0

tensorflow-cpu

2.6.0

tensorflow-estimator

2.6.0

termcolor

1.1.0

terminado

0.9.4

testpath

0.4.4

thinc

8.0.8

threadpoolctl

2.1.0

tokenizers

0.10.3

torch

1.9.0+cpu

torchvision

0.10.0+cpu

tornado

6.1

tqdm

4.59.0

traitlets

5.0.5

transformers

4.9.2

typer

0.3.2

typing-extensions

3.7.4.3

ujson

4.0.2

unattended-upgrades

0.1

urllib3

1.25.11

virtualenv

20.4.1

visions

0.7.1

wasabi

0.8.2

wcwidth

0.2.5

webencodings

0.5.1

websocket-client

0.57.0

Werkzeug

1.0.1

wheel

0.36.2

widgetsnbextension

3.5.1

wrapt

1.12.1

xgboost

1.4.2

zipp

3.4.1

Python libraries on GPU clusters

Library

Version

Library

Version

Library

Version

absl-py

0.11.0

Antergos Linux

2015.10 (ISO-Rolling)

appdirs

1.4.4

argon2-cffi

20.1.0

astor

0.8.1

astunparse

1.6.3

async-generator

1.10

attrs

20.3.0

backcall

0.2.0

bcrypt

3.2.0

bleach

3.3.0

blis

0.7.4

boto3

1.16.7

botocore

1.19.7

Bottleneck

1.3.2

cachetools

4.2.2

catalogue

2.0.6

certifi

2020.12.5

cffi

1.14.5

chardet

4.0.0

clang

5.0

click

7.1.2

cloudpickle

1.6.0

cmdstanpy

0.9.68

configparser

5.0.1

convertdate

2.3.2

cryptography

3.4.7

cycler

0.10.0

cymem

2.0.5

Cython

0.29.23

databricks-automl-runtime

0.1.0

databricks-cli

0.14.3

dbus-python

1.2.16

decorator

5.0.6

defusedxml

0.7.1

dill

0.3.2

diskcache

5.2.1

distlib

0.3.2

distro-info

0.23ubuntu1

entrypoints

0.3

ephem

4.0.0.2

facets-overview

1.0.0

filelock

3.0.12

Flask

1.1.2

flatbuffers

1.12

fsspec

0.9.0

future

0.18.2

gast

0.4.0

gitdb

4.0.7

GitPython

3.1.12

google-auth

1.22.1

google-auth-oauthlib

0.4.2

google-pasta

0.2.0

grpcio

1.39.0

gunicorn

20.0.4

h5py

3.1.0

hijri-converter

2.2.1

holidays

0.11.2

horovod

0.22.1

htmlmin

0.1.12

huggingface-hub

0.0.12

idna

2.10

ImageHash

4.2.1

imbalanced-learn

0.8.0

importlib-metadata

3.10.0

ipykernel

5.3.4

ipython

7.22.0

ipython-genutils

0.2.0

ipywidgets

7.6.3

isodate

0.6.0

itsdangerous

1.1.0

jedi

0.17.2

Jinja2

2.11.3

jmespath

0.10.0

joblib

1.0.1

joblibspark

0.3.0

jsonschema

3.2.0

jupyter-client

6.1.12

jupyter-core

4.7.1

jupyterlab-pygments

0.1.2

jupyterlab-widgets

1.0.0

keras

2.6.0

Keras-Preprocessing

1.1.2

kiwisolver

1.3.1

koalas

1.8.1

korean-lunar-calendar

0.2.1

lightgbm

3.1.1

llvmlite

0.37.0

LunarCalendar

0.0.9

Mako

1.1.3

Markdown

3.3.3

MarkupSafe

1.1.1

matplotlib

3.4.2

missingno

0.5.0

mistune

0.8.4

mleap

0.17.0

mlflow-skinny

1.20.2

multimethod

1.4

murmurhash

1.0.5

nbclient

0.5.3

nbconvert

6.0.7

nbformat

5.1.3

nest-asyncio

1.5.1

networkx

2.5

nltk

3.6.1

notebook

6.3.0

numba

0.54.0

numpy

1.19.2

oauthlib

3.1.0

opt-einsum

3.3.0

packaging

20.9

pandas

1.2.4

pandas-profiling

3.0.0

pandocfilters

1.4.3

paramiko

2.7.2

parso

0.7.0

pathy

0.6.0

patsy

0.5.1

petastorm

0.11.2

pexpect

4.8.0

phik

0.12.0

pickleshare

0.7.5

Pillow

8.2.0

pip

21.0.1

plotly

5.1.0

preshed

3.0.5

prompt-toolkit

3.0.17

prophet

1.0.1

protobuf

3.17.2

psutil

5.8.0

psycopg2

2.8.5

ptyprocess

0.7.0

pyarrow

4.0.0

pyasn1

0.4.8

pyasn1-modules

0.2.8

pycparser

2.20

pydantic

1.8.2

Pygments

2.8.1

PyGObject

3.36.0

PyMeeus

0.5.11

PyNaCl

1.3.0

pyodbc

4.0.30

pyparsing

2.4.7

pyrsistent

0.17.3

pystan

2.19.1.1

python-apt

2.0.0+ubuntu0.20.4.6

python-dateutil

2.8.1

python-editor

1.0.4

pytz

2020.5

PyWavelets

1.1.1

PyYAML

5.4.1

pyzmq

20.0.0

regex

2021.4.4

requests

2.25.1

requests-oauthlib

1.3.0

requests-unixsocket

0.2.0

rsa

4.7.2

s3transfer

0.3.7

sacremoses

0.0.45

scikit-learn

0.24.1

scipy

1.6.2

seaborn

0.11.1

Send2Trash

1.5.0

setuptools

52.0.0

setuptools-git

1.2

shap

0.39.0

simplejson

3.17.2

six

1.15.0

slicer

0.0.7

smart-open

5.2.0

smmap

3.0.5

spacy

3.1.2

spacy-legacy

3.0.8

spark-tensorflow-distributor

1.0.0

sqlparse

0.4.1

srsly

2.4.1

ssh-import-id

5.10

statsmodels

0.12.2

tabulate

0.8.7

tangled-up-in-unicode

0.1.0

tenacity

6.2.0

tensorboard

2.6.0

tensorboard-data-server

0.6.1

tensorboard-plugin-wit

1.8.0

tensorflow

2.6.0

tensorflow-estimator

2.6.0

termcolor

1.1.0

terminado

0.9.4

testpath

0.4.4

thinc

8.0.8

threadpoolctl

2.1.0

tokenizers

0.10.3

torch

1.9.0+cu111

torchvision

0.10.0+cu111

tornado

6.1

tqdm

4.59.0

traitlets

5.0.5

transformers

4.9.2

typer

0.3.2

typing-extensions

3.7.4.3

ujson

4.0.2

unattended-upgrades

0.1

urllib3

1.25.11

virtualenv

20.4.1

visions

0.7.1

wasabi

0.8.2

wcwidth

0.2.5

webencodings

0.5.1

websocket-client

0.57.0

Werkzeug

1.0.1

wheel

0.36.2

widgetsnbextension

3.5.1

wrapt

1.12.1

xgboost

1.4.2

zipp

3.4.1

Spark packages containing Python modules

Spark Package

Python Module

Version

graphframes

graphframes

0.8.1-db6-spark3.2

R libraries

The R libraries are identical to the R Libraries in Databricks Runtime 10.0.

Java and Scala libraries (Scala 2.12 cluster)

In addition to Java and Scala libraries in Databricks Runtime 10.0, Databricks Runtime 10.0 ML contains the following JARs:

CPU clusters

Group ID

Artifact ID

Version

com.typesafe.akka

akka-actor_2.12

2.5.23

ml.combust.mleap

mleap-databricks-runtime_2.12

0.17.0-4882dc3

ml.dmlc

xgboost4j-spark_2.12

1.4.1

ml.dmlc

xgboost4j_2.12

1.4.1

org.graphframes

graphframes_2.12

0.8.1-db6-spark3.2

org.mlflow

mlflow-client

1.20.2

org.mlflow

mlflow-spark

1.20.2

org.scala-lang.modules

scala-java8-compat_2.12

0.8.0

org.tensorflow

spark-tensorflow-connector_2.12

1.15.0

GPU clusters

Group ID

Artifact ID

Version

com.typesafe.akka

akka-actor_2.12

2.5.23

ml.combust.mleap

mleap-databricks-runtime_2.12

0.17.0-4882dc3

ml.dmlc

xgboost4j-gpu_2.12

1.4.1

ml.dmlc

xgboost4j-spark-gpu_2.12

1.4.1

org.graphframes

graphframes_2.12

0.8.1-db6-spark3.2

org.mlflow

mlflow-client

1.20.2

org.mlflow

mlflow-spark

1.20.2

org.scala-lang.modules

scala-java8-compat_2.12

0.8.0

org.tensorflow

spark-tensorflow-connector_2.12

1.15.0